Development and Validation of a Risk Mortality Prediction Model for Patients with Pulmonary Tuberculosis Complicated by Severe Community-Acquired Pneumonia in the Intensive Care Unit

被引:1
|
作者
Cui, Kunping [1 ]
Mao, Yi [2 ]
Feng, Shuang [3 ]
Luo, Haixia [2 ]
Yang, Jiao [2 ]
Bai, Lang [1 ]
机构
[1] Sichuan Univ, Ctr Infect Dis, West China Hosp, Chengdu 610041, Sichuan, Peoples R China
[2] Publ Hlth Clin Ctr Chengdu, Intens Care Unit, Chengdu 610000, Sichuan, Peoples R China
[3] Publ Hlth Clin Ctr Chengdu, Ultrason Med, Chengdu 610000, Sichuan, Peoples R China
来源
关键词
pulmonary tuberculosis; severe community-acquired pneumonia; mortality risk prediction; intensive care unit; APACHE-II; SCORE; GLUCOCORTICOIDS; PERFORMANCE; DEFINITION; SEPSIS;
D O I
10.2147/IDR.S459290
中图分类号
R51 [传染病];
学科分类号
100401 ;
摘要
Purpose: The mortality rate from pulmonary tuberculosis (PTB) complicated by severe community-acquired pneumonia (SCAP) in the intensive care unit (ICU) remains high. We aimed to develop a rapid and simple model for the early assessment and stratification of prognosis in these patients.<br /> Patients and Methods: All adult patients with PTB complicated by SCAP admitted to the ICU of a tertiary hospital in Chengdu, Sichuan, China between 2019 and 2021 (development cohort) and 2022 (validation cohort) were retrospectively included. Data on demographics, comorbidities, laboratory values, and interventions were collected. The outcome was the 28-day mortality. Stepwise backward multivariate Cox analysis was used to develop a mortality risk prediction score model. Receiver operating characteristic (ROC) and calibration curves were used to evaluate the model's predictive efficiency. Decision curve analysis (DCA) was used to validate the model's clinical value and impact on decision making.<br /> Results: Overall, 357 and 168 patients were included in the development and validation cohorts, respectively. The Pulmonary Tuberculosis Severity Index (PTSI) score included long-term use of glucocorticoid, body mass index (BMI) < 18.5 kg/m(2), diabetes, blood urea nitrogen (BUN) >= 7.14 mmol/L, PO2/FiO(2) < 150 mmHg, and vasopressor use. The area under the ROC curve (AUC) values were 0.817 (95% CI: 0.772- 0.863) and 0.814 for the development and validation cohorts, respectively. The PTSI score had a higher AUC than the APACHE II, SOFA, and CURB-65 score. The calibration curves indicated good calibration in both cohorts. The DCA of the PTSI score indicated the high clinical application of the model compared with the APACHE II and SOFA scores.<br /> Conclusion: This prognostic tool was designed to rapidly evaluate the 28-day mortality risk in individuals with PTB complicated by SCAP. It can stratify this patient group into relevant risk categories, guide targeted interventions, and enhance clinical decision making, thereby optimizing patient care and improving outcomes.
引用
收藏
页码:3113 / 3124
页数:12
相关论文
共 50 条
  • [1] Development and validation of an in-hospital mortality risk prediction model for patients with severe community-acquired pneumonia in the intensive care unit
    Pan, Jingjing
    Bu, Wei
    Guo, Tao
    Geng, Zhi
    Shao, Min
    BMC PULMONARY MEDICINE, 2023, 23 (01)
  • [2] Development and validation of an in-hospital mortality risk prediction model for patients with severe community-acquired pneumonia in the intensive care unit
    Jingjing Pan
    Wei Bu
    Tao Guo
    Zhi Geng
    Min Shao
    BMC Pulmonary Medicine, 23
  • [3] Severe community-acquired pneumonia in an intensive care unit: Risk factors for mortality
    Yoshimoto, A
    Nakamura, H
    Fujimura, M
    Nakao, S
    INTERNAL MEDICINE, 2005, 44 (07) : 710 - 716
  • [4] Prediction of mortality risk in patients with severe community-acquired pneumonia in the intensive care unit using machine learning
    Pan, Jingjing
    Guo, Tao
    Kong, Haobo
    Bu, Wei
    Shao, Min
    Geng, Zhi
    SCIENTIFIC REPORTS, 2025, 15 (01):
  • [5] Severe community-acquired pneumonia in the intensive care unit
    C Costa
    I Gouveia
    P Cunha
    R Milheiro
    A Bártolo
    C Gonçalves
    A Carvalho
    T Cardoso
    S Martins
    J Magalhaes
    Critical Care, 9 (Suppl 1):
  • [6] Development and validation of a predictive model for 30-day mortality in patients with severe community-acquired pneumonia in intensive care units
    Zhang, Yu
    Peng, Yuanyuan
    Zhang, Wang
    Deng, Wei
    FRONTIERS IN MEDICINE, 2024, 10
  • [7] Severe Community-acquired Pneumonia Requiring Intensive Care Unit
    Bacakoglu, Feza
    JOURNAL OF MEDICAL AND SURGICAL INTENSIVE CARE MEDICINE, 2010, 1 (01): : 25 - 30
  • [8] Severe community-acquired pneumonia in alcoholic patients hospitalized in intensive care unit
    Valentin, Calancea
    Dumitras, Tatiana
    Matcovchi, Sergiu
    Gutu-Bahov, Cornelia
    EUROPEAN RESPIRATORY JOURNAL, 2016, 48
  • [9] Inflammatory biomarkers and prediction for intensive care unit admission in severe community-acquired pneumonia
    Ramirez, Paula
    Ferrer, Miquel
    Marti, Veronica
    Reyes, Soledad
    Martinez, Raquel
    Menendez, Rosario
    Ewig, Santiago
    Torres, Antoni
    CRITICAL CARE MEDICINE, 2011, 39 (10) : 2211 - 2217
  • [10] Community-acquired pneumonia in an intensive care unit
    Raquel Marques, M.
    Nunes, Antonio
    Sousa, Cristina
    Moura, Fausto
    Gouveia, Joao
    Ramos, Armindo
    REVISTA PORTUGUESA DE PNEUMOLOGIA, 2010, 16 (02) : 223 - 235